{"id":"W2133687391","doi":"10.1111/j.1365-2923.2011.03988.x","title":"Applying multimedia design principles enhances learning in medical education","year":2011,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":227,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Association of American Medical Colleges","keywords":"Test (biology); Medical education; Quarter (Canadian coin); Medicine; Psychology; Repeated measures design","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002860861,0.0002506815,0.0003729018,0.0006375723,0.0001461013,0.00002151533,0.0003484721,0.0005401305,0.007611373],"category_scores_gemma":[0.03180588,0.0002299219,0.00006625754,0.001186281,0.0002995304,0.0002391585,0.00006550924,0.001290106,0.0002645854],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004139121,"about_ca_system_score_gemma":0.01648147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003388807,"about_ca_topic_score_gemma":0.00004524097,"domain_scores_codex":[0.9959617,0.0002760788,0.0009648624,0.0005334093,0.001801056,0.0004628561],"domain_scores_gemma":[0.9983643,0.0001760511,0.0002583651,0.0003979118,0.0004262973,0.0003771064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008624751,0.003573027,0.03289561,0.0001955345,0.00002227121,0.00001049187,0.004016333,0.00000214092,0.0001310622,0.00139404,0.01653612,0.9411371],"study_design_scores_gemma":[0.005736005,0.001111101,0.3659824,0.009955298,0.0003045638,0.001019454,0.02075069,0.09131157,0.007346771,0.003288443,0.4913399,0.001853851],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8691014,0.001819984,0.03544973,0.03149207,0.01011497,0.00466107,5.983117e-7,0.0006394468,0.04672072],"genre_scores_gemma":[0.892849,0.0004452837,0.07414292,0.02373335,0.001813923,0.003581907,0.000275327,0.00007601162,0.003082292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9392833,"threshold_uncertainty_score":0.9932958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04144650736851545,"score_gpt":0.3630349659079464,"score_spread":0.321588458539431,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}